{"id":"W4309350511","doi":"10.1001/jamanetworkopen.2022.42354","title":"Evaluation of a National Quality Improvement Collaborative for Improving Cancer Screening","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Medicine; Psychological intervention; Cancer screening; Family medicine; Cancer; Cancer prevention; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0103725,0.00009628323,0.0002698865,0.00003742877,0.0003282439,0.00005361391,0.0002355465,0.00003550362,0.0005498768],"category_scores_gemma":[0.0004893372,0.00009590754,0.00006650877,0.0004638625,0.00002401855,0.0002344874,0.000348582,0.0001469334,4.338131e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007164098,"about_ca_system_score_gemma":0.001687427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885786,"about_ca_topic_score_gemma":0.0003818776,"domain_scores_codex":[0.9972239,0.0002660589,0.0004037094,0.000273348,0.001607386,0.0002255744],"domain_scores_gemma":[0.9971897,0.0001399,0.0003968593,0.0001518061,0.002061839,0.00005991335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004863494,0.0001411853,0.03318663,0.0001078595,0.00051191,0.000001810266,0.001206847,0.1618761,0.003894216,0.003386525,0.0326335,0.7581899],"study_design_scores_gemma":[0.03899933,0.005331771,0.3084931,0.0008683074,0.001813096,0.00001673313,0.01771616,0.549759,0.004686607,0.01607236,0.0551578,0.001085677],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947092,0.004664559,0.009020644,0.007875385,0.0008016103,0.01083667,0.0008264702,0.0000459736,0.01883667],"genre_scores_gemma":[0.9866332,0.000008020783,0.008273696,0.001807917,0.0004622173,0.0024754,0.0001111585,0.00001303581,0.0002153453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7571042,"threshold_uncertainty_score":0.6020765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2256162239666236,"score_gpt":0.4709496838330652,"score_spread":0.2453334598664416,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}